{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Content with notebooks\n",
    "\n",
    "You can also create content with Jupyter Notebooks. The content for the current page is contained\n",
    "in a Jupyter Notebook in the `notebooks/` folder of the repository. This means that we can include\n",
    "code blocks and their outputs, and export them to Jekyll markdown.\n",
    "\n",
    "**You can find the original notebook for this page [at this address](https://github.com/jupyter/jupyter-book/blob/master/jupyter_book/book_template/content/features/notebooks.ipynb)**\n",
    "\n",
    "## Markdown + notebooks\n",
    "\n",
    "As it is markdown, you can embed images, HTML, etc into your posts!\n",
    "\n",
    "![](cool.jpg)\n",
    "\n",
    "You an also $add_{math}$ and\n",
    "\n",
    "$$\n",
    "math^{blocks}\n",
    "$$\n",
    "\n",
    "or\n",
    "\n",
    "$$\n",
    "\\begin{align*}\n",
    "\\mbox{mean} la_{tex} \\\\ \\\\\n",
    "math blocks\n",
    "\\end{align*}\n",
    "$$\n",
    "\n",
    "But make sure you \\$Escape \\$your \\$dollar signs \\$you want to keep!\n",
    "\n",
    "## Code blocks and image outputs\n",
    "\n",
    "Jupyter Book will also embed your code blocks and output in your book.\n",
    "For example, here's some sample Matplotlib code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import rcParams, cycler\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.ion()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "N = 10\n",
    "data = [np.logspace(0, 1, 100) + np.random.randn(100) + ii for ii in range(N)]\n",
    "data = np.array(data).T\n",
    "cmap = plt.cm.coolwarm\n",
    "rcParams['axes.prop_cycle'] = cycler(color=cmap(np.linspace(0, 1, N)))\n",
    "\n",
    "\n",
    "from matplotlib.lines import Line2D\n",
    "custom_lines = [Line2D([0], [0], color=cmap(0.), lw=4),\n",
    "                Line2D([0], [0], color=cmap(.5), lw=4),\n",
    "                Line2D([0], [0], color=cmap(1.), lw=4)]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "lines = ax.plot(data)\n",
    "ax.legend(custom_lines, ['Cold', 'Medium', 'Hot']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the image above is captured and displayed by Jekyll."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "popout",
     "remove_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "N = 10\n",
    "data = [np.logspace(0, 1, 100) + .1*np.random.randn(100) + ii for ii in range(N)]\n",
    "data = np.array(data).T\n",
    "cmap = plt.cm.coolwarm\n",
    "rcParams['axes.prop_cycle'] = cycler(color=cmap(np.linspace(0, 1, N)))\n",
    "\n",
    "\n",
    "from matplotlib.lines import Line2D\n",
    "custom_lines = [Line2D([0], [0], color=cmap(0.), lw=4),\n",
    "                Line2D([0], [0], color=cmap(.5), lw=4),\n",
    "                Line2D([0], [0], color=cmap(1.), lw=4)]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "lines = ax.plot(data)\n",
    "ax.legend(custom_lines, ['Cold', 'Medium', 'Hot'])\n",
    "ax.set(title=\"Smoother linez\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "popout"
    ]
   },
   "source": [
    "**You can also pop out content to the side!**. For more information on how to do this,\n",
    "check out the [customizing page layout](layout.html) page."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing content before publishing\n",
    "\n",
    "You can also remove some content before publishing your book to the web. For example,\n",
    "in [the original notebook](https://github.com/jupyter/jupyter-book/blob/master/jupyter_book/book_template/content/features/notebooks.ipynb) there\n",
    "used to be a cell below..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "remove_cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "thisvariable = \"none of this should show up in the textbook\"\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "x = np.random.randn(100)\n",
    "y = np.random.randn(100)\n",
    "ax.scatter(x, y, s=np.abs(x*100), c=x, cmap=plt.cm.coolwarm)\n",
    "ax.text(0, .5, thisvariable, fontsize=20, transform=ax.transAxes)\n",
    "ax.set_axis_off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also **remove only the code** so that images and other output still show up.\n",
    "\n",
    "Below we'll *only* display an image. It was generated with Python code in a cell,\n",
    "which you can [see in the original notebook](https://github.com/jupyter/jupyter-book/blob/master/jupyter_book/book_template/content/features/notebooks.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "thisvariable = \"this plot *will* show up in the textbook.\"\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "x = np.random.randn(100)\n",
    "y = np.random.randn(100)\n",
    "ax.scatter(x, y, s=np.abs(x*100), c=x, cmap=plt.cm.coolwarm)\n",
    "ax.text(0, .5, thisvariable, fontsize=20, transform=ax.transAxes)\n",
    "ax.set_axis_off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And here we'll *only* display a Pandas DataFrame. Again, this was generated with Python code\n",
    "from [this original notebook](https://github.com/jupyter/textbooks-with-jupyter/blob/master/notebooks/introduction/notebooks.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Word A</th>\n",
       "      <th>Word B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>hi</td>\n",
       "      <td>there</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>this</td>\n",
       "      <td>is</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>a</td>\n",
       "      <td>DataFrame</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Word A     Word B\n",
       "0     hi      there\n",
       "1   this         is\n",
       "2      a  DataFrame"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.DataFrame([['hi', 'there'], ['this', 'is'], ['a', 'DataFrame']], columns=['Word A', 'Word B'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can configure the text that *Textbooks with Jupyter* uses for this by modifying your book's `_config.yml` file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interactive outputs\n",
    "\n",
    "We can even do the same for *interactive* material. Below we'll display a map using `ipyleaflet`. When the notebook\n",
    "is converted to Markdown, the code for creating the interactive map is retained.\n",
    "\n",
    "**Note that this will only work for some packages.** They need to be able to output standalone HTML/Javascript, and not\n",
    "depend on an underlying Python kernel to work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;base64,
        <!DOCTYPE html>
        <head>
            
        
            <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js"></script>
        
        
        
            
        
            <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
        
        
        
            
        
            <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
        
        
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.min.js"></script>
        
        
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster-src.js"></script>
        
        
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster.js"></script>
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.1.0/css/font-awesome.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.Default.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://raw.githubusercontent.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css" />
        
        
        
            
            <style>

            html, body {
                width: 100%;
                height: 100%;
                margin: 0;
                padding: 0;
                }

            #map {
                position:absolute;
                top:0;
                bottom:0;
                right:0;
                left:0;
                }
            </style>
            
        
            
            <style> #map_0fbd95327d5c4609a447a4dc134ed682 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
        
        
        </head>
        <body>
            
        
            
            <div class="folium-map" id="map_0fbd95327d5c4609a447a4dc134ed682" ></div>
        
        
        
        </body>
        <script>
            
        
            

            var southWest = L.latLng(-90, -180);
            var northEast = L.latLng(90, 180);
            var bounds = L.latLngBounds(southWest, northEast);

            var map_0fbd95327d5c4609a447a4dc134ed682 = L.map('map_0fbd95327d5c4609a447a4dc134ed682', {
                                           center:[45.372,-121.6972],
                                           zoom: 12,
                                           maxBounds: bounds,
                                           layers: [],
                                           crs: L.CRS.EPSG3857
                                         });
            
        
        
            
            var tile_layer_ab9ffe998b924358ba94c2bc25896252 = L.tileLayer(
                'https://stamen-tiles-{s}.a.ssl.fastly.net/terrain/{z}/{x}/{y}.jpg',
                {
                    maxZoom: 18,
                    minZoom: 1,
                    attribution: 'Map tiles by <a href="http://stamen.com">Stamen Design</a>, under <a href="http://creativecommons.org/licenses/by/3.0">CC BY 3.0</a>. Data by <a href="http://openstreetmap.org">OpenStreetMap</a>, under <a href="http://creativecommons.org/licenses/by-sa/3.0">CC BY SA</a>.',
                    detectRetina: false
                    }
                ).addTo(map_0fbd95327d5c4609a447a4dc134ed682);

        
        
            

            var marker_e7d6513d2ebd4d03a3bd7bc584e683c3 = L.marker(
                [45.3288,-121.6625],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(map_0fbd95327d5c4609a447a4dc134ed682);
            
        
            

                var icon_f9c88d7378de47eba82ca1c710ad4a8f = L.AwesomeMarkers.icon({
                    icon: 'cloud',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_e7d6513d2ebd4d03a3bd7bc584e683c3.setIcon(icon_f9c88d7378de47eba82ca1c710ad4a8f);
            
        
            
            var popup_65c7de9d2c4546e2a277a6772a59c769 = L.popup({maxWidth: '300'});

            
                var html_a8606c8619df42c3a3479085cc1997c8 = $('         <div id="html_a8606c8619df42c3a3479085cc1997c8"                 style="width: 100.0%; height: 100.0%;">                 Mt. Hood Meadows</div>                 ')[0];
                popup_65c7de9d2c4546e2a277a6772a59c769.setContent(html_a8606c8619df42c3a3479085cc1997c8);
            

            marker_e7d6513d2ebd4d03a3bd7bc584e683c3.bindPopup(popup_65c7de9d2c4546e2a277a6772a59c769);

            
        
        
            

            var marker_000153f1506a4ed8aee228a5c78afab1 = L.marker(
                [45.3311,-121.7113],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(map_0fbd95327d5c4609a447a4dc134ed682);
            
        
            

                var icon_1a97de1b59564d149ac36042f2be927f = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'green',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_000153f1506a4ed8aee228a5c78afab1.setIcon(icon_1a97de1b59564d149ac36042f2be927f);
            
        
            
            var popup_fd6c4c91d1a8428795dfa0fa348b580d = L.popup({maxWidth: '300'});

            
                var html_b42f7c9633ac4e599d09538454a45853 = $('         <div id="html_b42f7c9633ac4e599d09538454a45853"                 style="width: 100.0%; height: 100.0%;">                 Timberline Lodge</div>                 ')[0];
                popup_fd6c4c91d1a8428795dfa0fa348b580d.setContent(html_b42f7c9633ac4e599d09538454a45853);
            

            marker_000153f1506a4ed8aee228a5c78afab1.bindPopup(popup_fd6c4c91d1a8428795dfa0fa348b580d);

            
        
        
            

            var marker_c3c62fe07fe4465ba261d760bca76eff = L.marker(
                [45.33,-121.6823],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(map_0fbd95327d5c4609a447a4dc134ed682);
            
        
            

                var icon_b6b42de818d44baca72cee78bc926cdd = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'red',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_c3c62fe07fe4465ba261d760bca76eff.setIcon(icon_b6b42de818d44baca72cee78bc926cdd);
            
        
            
            var popup_35be67d9de0f48f09565392b981a1cd0 = L.popup({maxWidth: '300'});

            
                var html_347a2dd71d014ea0a1b6c9c7051b6207 = $('         <div id="html_347a2dd71d014ea0a1b6c9c7051b6207"                 style="width: 100.0%; height: 100.0%;">                 Some Other Location</div>                 ')[0];
                popup_35be67d9de0f48f09565392b981a1cd0.setContent(html_347a2dd71d014ea0a1b6c9c7051b6207);
            

            marker_c3c62fe07fe4465ba261d760bca76eff.bindPopup(popup_35be67d9de0f48f09565392b981a1cd0);

            
        
        
        
        </script>
        \" style=\"position:absolute;width:100%;height:100%;left:0;top:0;\"></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7fc56458eb38>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(\n",
    "    location=[45.372, -121.6972],\n",
    "    zoom_start=12,\n",
    "    tiles='Stamen Terrain'\n",
    ")\n",
    "\n",
    "folium.Marker(\n",
    "    location=[45.3288, -121.6625],\n",
    "    popup='Mt. Hood Meadows',\n",
    "    icon=folium.Icon(icon='cloud')\n",
    ").add_to(m)\n",
    "\n",
    "folium.Marker(\n",
    "    location=[45.3311, -121.7113],\n",
    "    popup='Timberline Lodge',\n",
    "    icon=folium.Icon(color='green')\n",
    ").add_to(m)\n",
    "\n",
    "folium.Marker(\n",
    "    location=[45.3300, -121.6823],\n",
    "    popup='Some Other Location',\n",
    "    icon=folium.Icon(color='red', icon='info-sign')\n",
    ").add_to(m)\n",
    "\n",
    "\n",
    "m\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rich outputs from notebook cells"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because notebooks have rich text outputs, you can store these in\n",
    "your Jupyter Book as well!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "usage: jupyter-book [-h] [--out-folder OUT_FOLDER] [--license LICENSE]\n",
      "                    [--content-folder CONTENT_FOLDER] [--toc TOC]\n",
      "                    [--config CONFIG] [--custom-css CUSTOM_CSS]\n",
      "                    [--custom-js CUSTOM_JS]\n",
      "                    [--extra-files EXTRA_FILES [EXTRA_FILES ...]]\n",
      "                    [--overwrite] [--demo] [--verbose VERBOSE]\n",
      "                    name\n",
      "\n",
      "Create a new Jupyter Book\n",
      "\n",
      "positional arguments:\n",
      "  name                  The name of your Jupyter Book (your book template will\n",
      "                        be placed in a folder of this name)\n",
      "\n",
      "optional arguments:\n",
      "  -h, --help            show this help message and exit\n",
      "  --out-folder OUT_FOLDER\n",
      "                        The location where your book will be placed\n",
      "  --license LICENSE     A path to a LICENSE.md file if you have already\n",
      "                        created one\n",
      "  --content-folder CONTENT_FOLDER\n",
      "                        A path to a folder that holds your book content\n",
      "  --toc TOC             A path to a yaml file that contains a Table of\n",
      "                        Contents for your Jupyter Book. This will overwrite\n",
      "                        parts of the book template's default toc.yml\n",
      "                        configuration\n",
      "  --config CONFIG       A path to a configuration YAML file that contains\n",
      "                        configuration for your Jupyter Book. This will\n",
      "                        overwrite parts of the book template's default\n",
      "                        _config.yml configuration\n",
      "  --custom-css CUSTOM_CSS\n",
      "                        A path to a CSS file that defines some custom CSS\n",
      "                        rules for your book\n",
      "  --custom-js CUSTOM_JS\n",
      "                        A path to a JS file that defines some custom CSS rules\n",
      "                        for your book\n",
      "  --extra-files EXTRA_FILES [EXTRA_FILES ...]\n",
      "                        A list of extra files / folders to copy into your\n",
      "                        book's directory\n",
      "  --overwrite           Whether to overwrite a pre-existing book if it exists\n",
      "  --demo                Whether to build the book with demo content instead of\n",
      "                        your own content\n",
      "  --verbose VERBOSE     Whether to display output information. [yes/no]\n"
     ]
    }
   ],
   "source": [
    "!jupyter-book create -h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'this_will_error' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-09f61459889d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mthis_will_error\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'this_will_error' is not defined"
     ]
    }
   ],
   "source": [
    "this_will_error"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
